Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 1586614 |
| Missing cells | 68148 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 567.8 MiB |
| Average record size in memory | 375.3 B |
Variable types
| NUM | 9 |
|---|---|
| CAT | 4 |
Reproduction
| Analysis started | 2021-02-26 05:26:30.582051 |
|---|---|
| Analysis finished | 2021-02-26 05:28:46.240468 |
| Duration | 2 minutes and 15.66 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
brewery_name has a high cardinality: 5742 distinct values | High cardinality |
review_profilename has a high cardinality: 33387 distinct values | High cardinality |
beer_style has a high cardinality: 104 distinct values | High cardinality |
beer_name has a high cardinality: 56857 distinct values | High cardinality |
beer_abv has 67785 (4.3%) missing values | Missing |
brewery_id
Real number (ℝ≥0)
| Distinct count | 5840 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3130.0992018222455 |
|---|---|
| Minimum | 1 |
| Maximum | 28003 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 143 |
| median | 429 |
| Q3 | 2372 |
| 95-th percentile | 16866 |
| Maximum | 28003 |
| Range | 28002 |
| Interquartile range (IQR) | 2229 |
Descriptive statistics
| Standard deviation | 5578.103987 |
|---|---|
| Coefficient of variation (CV) | 1.782085368 |
| Kurtosis | 3.408354127 |
| Mean | 3130.099202 |
| Median Absolute Deviation (MAD) | 366 |
| Skewness | 2.083747568 |
| Sum | 4966259215 |
| Variance | 31115244.1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 35 | 39444 | 2.5% | |
| 10099 | 33839 | 2.1% | |
| 147 | 33066 | 2.1% | |
| 140 | 28751 | 1.8% | |
| 287 | 25191 | 1.6% | |
| 132 | 24083 | 1.5% | |
| 1199 | 20004 | 1.3% | |
| 345 | 19479 | 1.2% | |
| 220 | 16837 | 1.1% | |
| 30 | 16107 | 1.0% | |
| 3818 | 15868 | 1.0% | |
| 29 | 15815 | 1.0% | |
| 158 | 14935 | 0.9% | |
| 1549 | 14534 | 0.9% | |
| 26 | 14039 | 0.9% | |
| 22 | 13921 | 0.9% | |
| 45 | 13902 | 0.9% | |
| 192 | 13410 | 0.8% | |
| 392 | 12248 | 0.8% | |
| 694 | 11842 | 0.7% | |
| 68 | 11697 | 0.7% | |
| 863 | 11311 | 0.7% | |
| 112 | 11280 | 0.7% | |
| 590 | 11172 | 0.7% | |
| 73 | 10943 | 0.7% | |
| Other values (5815) | 1132896 | 71.4% |
| Value | Count | Frequency (%) | |
| 1 | 1357 | 0.1% | |
| 2 | 40 | < 0.1% | |
| 3 | 5357 | 0.3% | |
| 4 | 7321 | 0.5% | |
| 5 | 728 | < 0.1% | |
| 6 | 367 | < 0.1% | |
| 8 | 3775 | 0.2% | |
| 9 | 897 | 0.1% | |
| 10 | 56 | < 0.1% | |
| 11 | 23 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28003 | 2 | < 0.1% | |
| 28000 | 1 | < 0.1% | |
| 27984 | 1 | < 0.1% | |
| 27980 | 3 | < 0.1% | |
| 27945 | 1 | < 0.1% | |
| 27944 | 1 | < 0.1% | |
| 27934 | 4 | < 0.1% | |
| 27927 | 2 | < 0.1% | |
| 27922 | 3 | < 0.1% | |
| 27920 | 1 | < 0.1% |
| Distinct count | 5742 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 15 |
| Missing (%) | < 0.1% |
| Memory size | 12.1 MiB |
| Boston Beer Company (Samuel Adams) | 39444 |
|---|---|
| Dogfish Head Brewery | 33839 |
| Stone Brewing Co. | 33066 |
| Sierra Nevada Brewing Co. | 28751 |
| Bell's Brewery, Inc. | 25191 |
| Other values (5737) |
| Value | Count | Frequency (%) | |
| Boston Beer Company (Samuel Adams) | 39444 | 2.5% | |
| Dogfish Head Brewery | 33839 | 2.1% | |
| Stone Brewing Co. | 33066 | 2.1% | |
| Sierra Nevada Brewing Co. | 28751 | 1.8% | |
| Bell's Brewery, Inc. | 25191 | 1.6% | |
| Rogue Ales | 24083 | 1.5% | |
| Founders Brewing Company | 20004 | 1.3% | |
| Victory Brewing Company | 19479 | 1.2% | |
| Lagunitas Brewing Company | 16837 | 1.1% | |
| Avery Brewing Company | 16107 | 1.0% | |
| Southern Tier Brewing Company | 15868 | 1.0% | |
| Anheuser-Busch | 15815 | 1.0% | |
| Great Divide Brewing Company | 14935 | 0.9% | |
| Goose Island Beer Co. | 14534 | 0.9% | |
| Three Floyds Brewing Co. & Brewpub | 14039 | 0.9% | |
| Unibroue | 13921 | 0.9% | |
| Brooklyn Brewery | 13902 | 0.9% | |
| New Belgium Brewing | 13410 | 0.8% | |
| Weyerbacher Brewing Co. | 12248 | 0.8% | |
| Tröegs Brewing Company | 11842 | 0.7% | |
| Flying Dog Brewery | 11697 | 0.7% | |
| Russian River Brewing Company | 11311 | 0.7% | |
| North Coast Brewing Co. | 11280 | 0.7% | |
| New Glarus Brewing Company | 11172 | 0.7% | |
| Great Lakes Brewing Company | 10943 | 0.7% | |
| Other values (5717) | 1132881 | 71.4% |
Length
| Max length | 66 |
|---|---|
| Median length | 23 |
| Mean length | 23.61012761 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 3939975 | 10.5% | |
| 3931498 | 10.5% | ||
| r | 3198978 | 8.5% | |
| n | 2341465 | 6.3% | |
| a | 2041873 | 5.5% | |
| o | 2009863 | 5.4% | |
| i | 1909456 | 5.1% | |
| B | 1714210 | 4.6% | |
| w | 1306627 | 3.5% | |
| s | 1172755 | 3.1% | |
| g | 1135712 | 3.0% | |
| y | 1133858 | 3.0% | |
| C | 989535 | 2.6% | |
| t | 971015 | 2.6% | |
| m | 910208 | 2.4% | |
| l | 901726 | 2.4% | |
| u | 805557 | 2.2% | |
| p | 727846 | 1.9% | |
| d | 560363 | 1.5% | |
| h | 498253 | 1.3% | |
| . | 469257 | 1.3% | |
| S | 417502 | 1.1% | |
| c | 360006 | 1.0% | |
| A | 304760 | 0.8% | |
| b | 261067 | 0.7% | |
| Other values (107) | 3446794 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 26990410 | 72.1% | |
| Uppercase Letter | 5508479 | 14.7% | |
| Space Separator | 3931502 | 10.5% | |
| Other Punctuation | 809694 | 2.2% | |
| Open Punctuation | 69272 | 0.2% | |
| Close Punctuation | 69272 | 0.2% | |
| Dash Punctuation | 56826 | 0.2% | |
| Decimal Number | 22848 | 0.1% | |
| Control | 855 | < 0.1% | |
| Final Punctuation | 720 | < 0.1% | |
| Math Symbol | 270 | < 0.1% | |
| Modifier Symbol | 11 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| B | 1714210 | 31.1% | |
| C | 989535 | 18.0% | |
| S | 417502 | 7.6% | |
| A | 304760 | 5.5% | |
| H | 193868 | 3.5% | |
| L | 191839 | 3.5% | |
| D | 178746 | 3.2% | |
| T | 171416 | 3.1% | |
| G | 164219 | 3.0% | |
| P | 159544 | 2.9% | |
| R | 144150 | 2.6% | |
| F | 133391 | 2.4% | |
| M | 127101 | 2.3% | |
| N | 121188 | 2.2% | |
| W | 99740 | 1.8% | |
| V | 83080 | 1.5% | |
| I | 82387 | 1.5% | |
| O | 68420 | 1.2% | |
| K | 53306 | 1.0% | |
| E | 30409 | 0.6% | |
| U | 29553 | 0.5% | |
| J | 26590 | 0.5% | |
| Y | 14178 | 0.3% | |
| Z | 3828 | 0.1% | |
| Ø | 3438 | 0.1% | |
| Other values (12) | 2081 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 3939975 | 14.6% | |
| r | 3198978 | 11.9% | |
| n | 2341465 | 8.7% | |
| a | 2041873 | 7.6% | |
| o | 2009863 | 7.4% | |
| i | 1909456 | 7.1% | |
| w | 1306627 | 4.8% | |
| s | 1172755 | 4.3% | |
| g | 1135712 | 4.2% | |
| y | 1133858 | 4.2% | |
| t | 971015 | 3.6% | |
| m | 910208 | 3.4% | |
| l | 901726 | 3.3% | |
| u | 805557 | 3.0% | |
| p | 727846 | 2.7% | |
| d | 560363 | 2.1% | |
| h | 498253 | 1.8% | |
| c | 360006 | 1.3% | |
| b | 261067 | 1.0% | |
| k | 240430 | 0.9% | |
| v | 187746 | 0.7% | |
| f | 120672 | 0.4% | |
| j | 95259 | 0.4% | |
| z | 61404 | 0.2% | |
| ä | 24216 | 0.1% | |
| Other values (32) | 74080 | 0.3% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3931498 | > 99.9% | ||
| 4 | < 0.1% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 469257 | 58.0% | |
| & | 118017 | 14.6% | |
| ' | 99610 | 12.3% | |
| / | 63031 | 7.8% | |
| , | 51456 | 6.4% | |
| # | 4052 | 0.5% | |
| ; | 4000 | 0.5% | |
| ? | 144 | < 0.1% | |
| " | 81 | < 0.1% | |
| @ | 46 | < 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 6832 | 29.9% | |
| 1 | 4501 | 19.7% | |
| 3 | 3349 | 14.7% | |
| 8 | 1795 | 7.9% | |
| 5 | 1673 | 7.3% | |
| 7 | 1471 | 6.4% | |
| 6 | 1423 | 6.2% | |
| 4 | 727 | 3.2% | |
| 0 | 567 | 2.5% | |
| 9 | 510 | 2.2% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 56826 | 100.0% |
Most frequent Open Punctuation characters
| Value | Count | Frequency (%) | |
| ( | 69246 | > 99.9% | |
| [ | 26 | < 0.1% |
Most frequent Close Punctuation characters
| Value | Count | Frequency (%) | |
| ) | 69246 | > 99.9% | |
| ] | 26 | < 0.1% |
Most frequent Control characters
| Value | Count | Frequency (%) | |
| | 640 | 74.9% | |
| | 180 | 21.1% | |
| | 24 | 2.8% | |
| | 5 | 0.6% | |
| | 2 | 0.2% | |
| | 2 | 0.2% | |
| | 2 | 0.2% |
Most frequent Modifier Symbol characters
| Value | Count | Frequency (%) | |
| ´ | 7 | 63.6% | |
| ` | 4 | 36.4% |
Most frequent Final Punctuation characters
| Value | Count | Frequency (%) | |
| ’ | 720 | 100.0% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| + | 270 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 32498889 | 86.8% | |
| Common | 4961270 | 13.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 3939975 | 12.1% | |
| r | 3198978 | 9.8% | |
| n | 2341465 | 7.2% | |
| a | 2041873 | 6.3% | |
| o | 2009863 | 6.2% | |
| i | 1909456 | 5.9% | |
| B | 1714210 | 5.3% | |
| w | 1306627 | 4.0% | |
| s | 1172755 | 3.6% | |
| g | 1135712 | 3.5% | |
| y | 1133858 | 3.5% | |
| C | 989535 | 3.0% | |
| t | 971015 | 3.0% | |
| m | 910208 | 2.8% | |
| l | 901726 | 2.8% | |
| u | 805557 | 2.5% | |
| p | 727846 | 2.2% | |
| d | 560363 | 1.7% | |
| h | 498253 | 1.5% | |
| S | 417502 | 1.3% | |
| c | 360006 | 1.1% | |
| A | 304760 | 0.9% | |
| b | 261067 | 0.8% | |
| k | 240430 | 0.7% | |
| H | 193868 | 0.6% | |
| Other values (69) | 2451981 | 7.5% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3931498 | 79.2% | ||
| . | 469257 | 9.5% | |
| & | 118017 | 2.4% | |
| ' | 99610 | 2.0% | |
| ( | 69246 | 1.4% | |
| ) | 69246 | 1.4% | |
| / | 63031 | 1.3% | |
| - | 56826 | 1.1% | |
| , | 51456 | 1.0% | |
| 2 | 6832 | 0.1% | |
| 1 | 4501 | 0.1% | |
| # | 4052 | 0.1% | |
| ; | 4000 | 0.1% | |
| 3 | 3349 | 0.1% | |
| 8 | 1795 | < 0.1% | |
| 5 | 1673 | < 0.1% | |
| 7 | 1471 | < 0.1% | |
| 6 | 1423 | < 0.1% | |
| 4 | 727 | < 0.1% | |
| ’ | 720 | < 0.1% | |
| | 640 | < 0.1% | |
| 0 | 567 | < 0.1% | |
| 9 | 510 | < 0.1% | |
| + | 270 | < 0.1% | |
| | 180 | < 0.1% | |
| Other values (13) | 373 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 37376792 | 99.8% | |
| None | 82647 | 0.2% | |
| Punctuation | 720 | < 0.1% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 3939975 | 10.5% | |
| 3931498 | 10.5% | ||
| r | 3198978 | 8.6% | |
| n | 2341465 | 6.3% | |
| a | 2041873 | 5.5% | |
| o | 2009863 | 5.4% | |
| i | 1909456 | 5.1% | |
| B | 1714210 | 4.6% | |
| w | 1306627 | 3.5% | |
| s | 1172755 | 3.1% | |
| g | 1135712 | 3.0% | |
| y | 1133858 | 3.0% | |
| C | 989535 | 2.6% | |
| t | 971015 | 2.6% | |
| m | 910208 | 2.4% | |
| l | 901726 | 2.4% | |
| u | 805557 | 2.2% | |
| p | 727846 | 1.9% | |
| d | 560363 | 1.5% | |
| h | 498253 | 1.3% | |
| . | 469257 | 1.3% | |
| S | 417502 | 1.1% | |
| c | 360006 | 1.0% | |
| A | 304760 | 0.8% | |
| b | 261067 | 0.7% | |
| Other values (55) | 3363427 | 9.0% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| ä | 24216 | 29.3% | |
| ö | 15340 | 18.6% | |
| è | 8006 | 9.7% | |
| ø | 6231 | 7.5% | |
| é | 5753 | 7.0% | |
| í | 4427 | 5.4% | |
| ü | 4010 | 4.9% | |
| Ø | 3438 | 4.2% | |
| ô | 3009 | 3.6% | |
| ý | 1538 | 1.9% | |
| á | 1208 | 1.5% | |
| š | 871 | 1.1% | |
| | 640 | 0.8% | |
| à | 462 | 0.6% | |
| Ö | 380 | 0.5% | |
| å | 377 | 0.5% | |
| î | 350 | 0.4% | |
| Š | 259 | 0.3% | |
| ñ | 210 | 0.3% | |
| ó | 196 | 0.2% | |
| | 180 | 0.2% | |
| Ž | 180 | 0.2% | |
| ê | 161 | 0.2% | |
| À | 159 | 0.2% | |
| ß | 149 | 0.2% | |
| Other values (26) | 897 | 1.1% |
Most frequent Punctuation characters
| Value | Count | Frequency (%) | |
| ’ | 720 | 100.0% |
review_time
Real number (ℝ≥0)
| Distinct count | 1577960 |
|---|---|
| Unique (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1224089280.0122108 |
|---|---|
| Minimum | 840672001 |
| Maximum | 1326285348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 840672001 |
|---|---|
| 5-th percentile | 1071431292 |
| Q1 | 1173224188 |
| median | 1239202882 |
| Q3 | 1288568405 |
| 95-th percentile | 1318389924 |
| Maximum | 1326285348 |
| Range | 485613347 |
| Interquartile range (IQR) | 115344217 |
Descriptive statistics
| Standard deviation | 76544274.54 |
|---|---|
| Coefficient of variation (CV) | 0.06253161088 |
| Kurtosis | -0.3136982976 |
| Mean | 1224089280 |
| Median Absolute Deviation (MAD) | 54219357.5 |
| Skewness | -0.7352727768 |
| Sum | 1.942157189e+15 |
| Variance | 5.859025965e+15 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1101772800 | 21 | < 0.1% | |
| 1031101200 | 8 | < 0.1% | |
| 926380801 | 8 | < 0.1% | |
| 897091201 | 7 | < 0.1% | |
| 1022112001 | 7 | < 0.1% | |
| 980812801 | 7 | < 0.1% | |
| 904867201 | 6 | < 0.1% | |
| 933033601 | 6 | < 0.1% | |
| 902966401 | 6 | < 0.1% | |
| 926294401 | 5 | < 0.1% | |
| 984787201 | 5 | < 0.1% | |
| 926985601 | 5 | < 0.1% | |
| 969580801 | 5 | < 0.1% | |
| 1022374801 | 4 | < 0.1% | |
| 926726401 | 4 | < 0.1% | |
| 894931201 | 4 | < 0.1% | |
| 933638401 | 4 | < 0.1% | |
| 1214439821 | 4 | < 0.1% | |
| 969753601 | 4 | < 0.1% | |
| 904953601 | 4 | < 0.1% | |
| 1247356800 | 4 | < 0.1% | |
| 1002499201 | 4 | < 0.1% | |
| 887846401 | 4 | < 0.1% | |
| 999388801 | 4 | < 0.1% | |
| 895276801 | 3 | < 0.1% | |
| Other values (1577935) | 1586471 | > 99.9% |
| Value | Count | Frequency (%) | |
| 840672001 | 1 | < 0.1% | |
| 884390401 | 1 | < 0.1% | |
| 884649601 | 1 | < 0.1% | |
| 885340801 | 1 | < 0.1% | |
| 885427201 | 1 | < 0.1% | |
| 885945601 | 1 | < 0.1% | |
| 886723201 | 1 | < 0.1% | |
| 887068801 | 2 | < 0.1% | |
| 887155201 | 2 | < 0.1% | |
| 887414401 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1326285348 | 1 | < 0.1% | |
| 1326284970 | 1 | < 0.1% | |
| 1326276656 | 1 | < 0.1% | |
| 1326275049 | 1 | < 0.1% | |
| 1326274454 | 1 | < 0.1% | |
| 1326273710 | 1 | < 0.1% | |
| 1326273614 | 1 | < 0.1% | |
| 1326273106 | 1 | < 0.1% | |
| 1326272438 | 1 | < 0.1% | |
| 1326272107 | 1 | < 0.1% |
review_overall
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8155808533140387 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.0 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4 |
| Q3 | 4.5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7206218681 |
|---|---|
| Coefficient of variation (CV) | 0.1888629532 |
| Kurtosis | 1.631038958 |
| Mean | 3.815580853 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -1.023968713 |
| Sum | 6053854 |
| Variance | 0.5192958767 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 582764 | 36.7% | |
| 4.5 | 324385 | 20.4% | |
| 3.5 | 301817 | 19.0% | |
| 3 | 165644 | 10.4% | |
| 5 | 91320 | 5.8% | |
| 2.5 | 58523 | 3.7% | |
| 2 | 38225 | 2.4% | |
| 1.5 | 12975 | 0.8% | |
| 1 | 10954 | 0.7% | |
| 0 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 7 | < 0.1% | |
| 1 | 10954 | 0.7% | |
| 1.5 | 12975 | 0.8% | |
| 2 | 38225 | 2.4% | |
| 2.5 | 58523 | 3.7% | |
| 3 | 165644 | 10.4% | |
| 3.5 | 301817 | 19.0% | |
| 4 | 582764 | 36.7% | |
| 4.5 | 324385 | 20.4% | |
| 5 | 91320 | 5.8% |
| Value | Count | Frequency (%) | |
| 5 | 91320 | 5.8% | |
| 4.5 | 324385 | 20.4% | |
| 4 | 582764 | 36.7% | |
| 3.5 | 301817 | 19.0% | |
| 3 | 165644 | 10.4% | |
| 2.5 | 58523 | 3.7% | |
| 2 | 38225 | 2.4% | |
| 1.5 | 12975 | 0.8% | |
| 1 | 10954 | 0.7% | |
| 0 | 7 | < 0.1% |
review_aroma
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.735636077836197 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4.5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.6976167288 |
|---|---|
| Coefficient of variation (CV) | 0.1867464374 |
| Kurtosis | 1.145196752 |
| Mean | 3.735636078 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.838530526 |
| Sum | 5927012.5 |
| Variance | 0.4866691003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 557383 | 35.1% | |
| 3.5 | 365312 | 23.0% | |
| 4.5 | 271450 | 17.1% | |
| 3 | 200030 | 12.6% | |
| 2.5 | 66359 | 4.2% | |
| 5 | 64117 | 4.0% | |
| 2 | 42566 | 2.7% | |
| 1.5 | 12524 | 0.8% | |
| 1 | 6873 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 6873 | 0.4% | |
| 1.5 | 12524 | 0.8% | |
| 2 | 42566 | 2.7% | |
| 2.5 | 66359 | 4.2% | |
| 3 | 200030 | 12.6% | |
| 3.5 | 365312 | 23.0% | |
| 4 | 557383 | 35.1% | |
| 4.5 | 271450 | 17.1% | |
| 5 | 64117 | 4.0% |
| Value | Count | Frequency (%) | |
| 5 | 64117 | 4.0% | |
| 4.5 | 271450 | 17.1% | |
| 4 | 557383 | 35.1% | |
| 3.5 | 365312 | 23.0% | |
| 3 | 200030 | 12.6% | |
| 2.5 | 66359 | 4.2% | |
| 2 | 42566 | 2.7% | |
| 1.5 | 12524 | 0.8% | |
| 1 | 6873 | 0.4% |
review_appearance
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8416416973504584 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.0 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3.5 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4.5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.6160927689 |
|---|---|
| Coefficient of variation (CV) | 0.160372262 |
| Kurtosis | 1.738866541 |
| Mean | 3.841641697 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.9024199172 |
| Sum | 6095202.5 |
| Variance | 0.3795702999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 674186 | 42.5% | |
| 3.5 | 318529 | 20.1% | |
| 4.5 | 288108 | 18.2% | |
| 3 | 166009 | 10.5% | |
| 5 | 65398 | 4.1% | |
| 2.5 | 39493 | 2.5% | |
| 2 | 25414 | 1.6% | |
| 1.5 | 6147 | 0.4% | |
| 1 | 3323 | 0.2% | |
| 0 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 7 | < 0.1% | |
| 1 | 3323 | 0.2% | |
| 1.5 | 6147 | 0.4% | |
| 2 | 25414 | 1.6% | |
| 2.5 | 39493 | 2.5% | |
| 3 | 166009 | 10.5% | |
| 3.5 | 318529 | 20.1% | |
| 4 | 674186 | 42.5% | |
| 4.5 | 288108 | 18.2% | |
| 5 | 65398 | 4.1% |
| Value | Count | Frequency (%) | |
| 5 | 65398 | 4.1% | |
| 4.5 | 288108 | 18.2% | |
| 4 | 674186 | 42.5% | |
| 3.5 | 318529 | 20.1% | |
| 3 | 166009 | 10.5% | |
| 2.5 | 39493 | 2.5% | |
| 2 | 25414 | 1.6% | |
| 1.5 | 6147 | 0.4% | |
| 1 | 3323 | 0.2% | |
| 0 | 7 | < 0.1% |
| Distinct count | 33387 |
|---|---|
| Unique (%) | 2.1% |
| Missing | 348 |
| Missing (%) | < 0.1% |
| Memory size | 12.1 MiB |
| northyorksammy | 5817 |
|---|---|
| BuckeyeNation | 4661 |
| mikesgroove | 4617 |
| Thorpe429 | 3518 |
| womencantsail | 3497 |
| Other values (33382) |
| Value | Count | Frequency (%) | |
| northyorksammy | 5817 | 0.4% | |
| BuckeyeNation | 4661 | 0.3% | |
| mikesgroove | 4617 | 0.3% | |
| Thorpe429 | 3518 | 0.2% | |
| womencantsail | 3497 | 0.2% | |
| NeroFiddled | 3488 | 0.2% | |
| ChainGangGuy | 3471 | 0.2% | |
| brentk56 | 3357 | 0.2% | |
| Phyl21ca | 3179 | 0.2% | |
| WesWes | 3168 | 0.2% | |
| oberon | 3128 | 0.2% | |
| feloniousmonk | 3081 | 0.2% | |
| akorsak | 3010 | 0.2% | |
| BEERchitect | 2946 | 0.2% | |
| Gueuzedude | 2938 | 0.2% | |
| jwc215 | 2735 | 0.2% | |
| russpowell | 2696 | 0.2% | |
| TheManiacalOne | 2659 | 0.2% | |
| Gavage | 2630 | 0.2% | |
| zeff80 | 2622 | 0.2% | |
| Mora2000 | 2594 | 0.2% | |
| tempest | 2559 | 0.2% | |
| Wasatch | 2541 | 0.2% | |
| WVbeergeek | 2524 | 0.2% | |
| drabmuh | 2481 | 0.2% | |
| Other values (33362) | 1506349 | 94.9% |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 8.961438636 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 1456336 | 10.2% | |
| a | 1059435 | 7.5% | |
| r | 1013118 | 7.1% | |
| o | 866721 | 6.1% | |
| n | 764711 | 5.4% | |
| i | 718329 | 5.1% | |
| t | 631230 | 4.4% | |
| s | 598952 | 4.2% | |
| l | 570628 | 4.0% | |
| d | 445265 | 3.1% | |
| h | 396979 | 2.8% | |
| m | 396390 | 2.8% | |
| c | 395528 | 2.8% | |
| u | 384204 | 2.7% | |
| b | 356292 | 2.5% | |
| g | 326364 | 2.3% | |
| k | 303079 | 2.1% | |
| y | 280820 | 2.0% | |
| p | 236254 | 1.7% | |
| w | 179992 | 1.3% | |
| 1 | 170728 | 1.2% | |
| B | 166179 | 1.2% | |
| f | 164045 | 1.2% | |
| j | 127289 | 0.9% | |
| 0 | 126244 | 0.9% | |
| Other values (38) | 2083232 | 14.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 11923055 | 83.9% | |
| Uppercase Letter | 1348320 | 9.5% | |
| Decimal Number | 946848 | 6.7% | |
| Other Punctuation | 121 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 1456336 | 12.2% | |
| a | 1059435 | 8.9% | |
| r | 1013118 | 8.5% | |
| o | 866721 | 7.3% | |
| n | 764711 | 6.4% | |
| i | 718329 | 6.0% | |
| t | 631230 | 5.3% | |
| s | 598952 | 5.0% | |
| l | 570628 | 4.8% | |
| d | 445265 | 3.7% | |
| h | 396979 | 3.3% | |
| m | 396390 | 3.3% | |
| c | 395528 | 3.3% | |
| u | 384204 | 3.2% | |
| b | 356292 | 3.0% | |
| g | 326364 | 2.7% | |
| k | 303079 | 2.5% | |
| y | 280820 | 2.4% | |
| p | 236254 | 2.0% | |
| w | 179992 | 1.5% | |
| f | 164045 | 1.4% | |
| j | 127289 | 1.1% | |
| v | 106435 | 0.9% | |
| z | 87630 | 0.7% | |
| x | 44088 | 0.4% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 170728 | 18.0% | |
| 0 | 126244 | 13.3% | |
| 2 | 117738 | 12.4% | |
| 7 | 100599 | 10.6% | |
| 3 | 87239 | 9.2% | |
| 8 | 79308 | 8.4% | |
| 9 | 74969 | 7.9% | |
| 5 | 67625 | 7.1% | |
| 4 | 67397 | 7.1% | |
| 6 | 55001 | 5.8% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| B | 166179 | 12.3% | |
| S | 99905 | 7.4% | |
| D | 92244 | 6.8% | |
| M | 91717 | 6.8% | |
| T | 81794 | 6.1% | |
| C | 79278 | 5.9% | |
| G | 72979 | 5.4% | |
| J | 64353 | 4.8% | |
| R | 64118 | 4.8% | |
| A | 63561 | 4.7% | |
| H | 57307 | 4.3% | |
| P | 51516 | 3.8% | |
| F | 44635 | 3.3% | |
| W | 41913 | 3.1% | |
| L | 40817 | 3.0% | |
| N | 37390 | 2.8% | |
| E | 34719 | 2.6% | |
| K | 33637 | 2.5% | |
| O | 32379 | 2.4% | |
| I | 28875 | 2.1% | |
| V | 22215 | 1.6% | |
| Z | 15057 | 1.1% | |
| U | 12964 | 1.0% | |
| Y | 9237 | 0.7% | |
| X | 5410 | 0.4% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 121 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 13271375 | 93.3% | |
| Common | 946969 | 6.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 1456336 | 11.0% | |
| a | 1059435 | 8.0% | |
| r | 1013118 | 7.6% | |
| o | 866721 | 6.5% | |
| n | 764711 | 5.8% | |
| i | 718329 | 5.4% | |
| t | 631230 | 4.8% | |
| s | 598952 | 4.5% | |
| l | 570628 | 4.3% | |
| d | 445265 | 3.4% | |
| h | 396979 | 3.0% | |
| m | 396390 | 3.0% | |
| c | 395528 | 3.0% | |
| u | 384204 | 2.9% | |
| b | 356292 | 2.7% | |
| g | 326364 | 2.5% | |
| k | 303079 | 2.3% | |
| y | 280820 | 2.1% | |
| p | 236254 | 1.8% | |
| w | 179992 | 1.4% | |
| B | 166179 | 1.3% | |
| f | 164045 | 1.2% | |
| j | 127289 | 1.0% | |
| v | 106435 | 0.8% | |
| S | 99905 | 0.8% | |
| Other values (27) | 1226895 | 9.2% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 170728 | 18.0% | |
| 0 | 126244 | 13.3% | |
| 2 | 117738 | 12.4% | |
| 7 | 100599 | 10.6% | |
| 3 | 87239 | 9.2% | |
| 8 | 79308 | 8.4% | |
| 9 | 74969 | 7.9% | |
| 5 | 67625 | 7.1% | |
| 4 | 67397 | 7.1% | |
| 6 | 55001 | 5.8% | |
| . | 121 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 14218344 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 1456336 | 10.2% | |
| a | 1059435 | 7.5% | |
| r | 1013118 | 7.1% | |
| o | 866721 | 6.1% | |
| n | 764711 | 5.4% | |
| i | 718329 | 5.1% | |
| t | 631230 | 4.4% | |
| s | 598952 | 4.2% | |
| l | 570628 | 4.0% | |
| d | 445265 | 3.1% | |
| h | 396979 | 2.8% | |
| m | 396390 | 2.8% | |
| c | 395528 | 2.8% | |
| u | 384204 | 2.7% | |
| b | 356292 | 2.5% | |
| g | 326364 | 2.3% | |
| k | 303079 | 2.1% | |
| y | 280820 | 2.0% | |
| p | 236254 | 1.7% | |
| w | 179992 | 1.3% | |
| 1 | 170728 | 1.2% | |
| B | 166179 | 1.2% | |
| f | 164045 | 1.2% | |
| j | 127289 | 0.9% | |
| 0 | 126244 | 0.9% | |
| Other values (38) | 2083232 | 14.7% |
| Distinct count | 104 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 MiB |
| American IPA | 117586 |
|---|---|
| American Double / Imperial IPA | 85977 |
| American Pale Ale (APA) | 63469 |
| Russian Imperial Stout | 54129 |
| American Double / Imperial Stout | 50705 |
| Other values (99) |
| Value | Count | Frequency (%) | |
| American IPA | 117586 | 7.4% | |
| American Double / Imperial IPA | 85977 | 5.4% | |
| American Pale Ale (APA) | 63469 | 4.0% | |
| Russian Imperial Stout | 54129 | 3.4% | |
| American Double / Imperial Stout | 50705 | 3.2% | |
| American Porter | 50477 | 3.2% | |
| American Amber / Red Ale | 45751 | 2.9% | |
| Belgian Strong Dark Ale | 37743 | 2.4% | |
| Fruit / Vegetable Beer | 33861 | 2.1% | |
| American Strong Ale | 31945 | 2.0% | |
| Belgian Strong Pale Ale | 31490 | 2.0% | |
| Saison / Farmhouse Ale | 31480 | 2.0% | |
| American Adjunct Lager | 30749 | 1.9% | |
| Tripel | 30328 | 1.9% | |
| Witbier | 30140 | 1.9% | |
| Hefeweizen | 27908 | 1.8% | |
| American Barleywine | 26728 | 1.7% | |
| American Brown Ale | 25297 | 1.6% | |
| American Stout | 24538 | 1.5% | |
| American Pale Wheat Ale | 24204 | 1.5% | |
| Märzen / Oktoberfest | 23523 | 1.5% | |
| English Pale Ale | 23402 | 1.5% | |
| German Pilsener | 22155 | 1.4% | |
| Doppelbock | 21699 | 1.4% | |
| Winter Warmer | 20661 | 1.3% | |
| Other values (79) | 620669 | 39.1% |
Length
| Max length | 35 |
|---|---|
| Median length | 18 |
| Mean length | 17.86997972 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 3385494 | 11.9% | |
| 3109205 | 11.0% | ||
| r | 2064180 | 7.3% | |
| a | 1857764 | 6.6% | |
| i | 1740712 | 6.1% | |
| l | 1695737 | 6.0% | |
| A | 1611741 | 5.7% | |
| n | 1489042 | 5.3% | |
| m | 1045719 | 3.7% | |
| t | 1009376 | 3.6% | |
| c | 916530 | 3.2% | |
| o | 857023 | 3.0% | |
| u | 669988 | 2.4% | |
| P | 630283 | 2.2% | |
| g | 514774 | 1.8% | |
| I | 464670 | 1.6% | |
| S | 444824 | 1.6% | |
| s | 424335 | 1.5% | |
| b | 420790 | 1.5% | |
| B | 385738 | 1.4% | |
| / | 375648 | 1.3% | |
| p | 344643 | 1.2% | |
| h | 285034 | 1.0% | |
| D | 268623 | 0.9% | |
| d | 264957 | 0.9% | |
| Other values (33) | 2075930 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 19700711 | 69.5% | |
| Uppercase Letter | 4923322 | 17.4% | |
| Space Separator | 3109205 | 11.0% | |
| Other Punctuation | 378006 | 1.3% | |
| Open Punctuation | 114726 | 0.4% | |
| Close Punctuation | 114726 | 0.4% | |
| Dash Punctuation | 12064 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 1611741 | 32.7% | |
| P | 630283 | 12.8% | |
| I | 464670 | 9.4% | |
| S | 444824 | 9.0% | |
| B | 385738 | 7.8% | |
| D | 268623 | 5.5% | |
| E | 176337 | 3.6% | |
| L | 151118 | 3.1% | |
| W | 148972 | 3.0% | |
| R | 139836 | 2.8% | |
| F | 94531 | 1.9% | |
| H | 77159 | 1.6% | |
| M | 70050 | 1.4% | |
| O | 61366 | 1.2% | |
| V | 42815 | 0.9% | |
| G | 38330 | 0.8% | |
| Q | 36172 | 0.7% | |
| T | 32686 | 0.7% | |
| C | 29286 | 0.6% | |
| K | 13534 | 0.3% | |
| Z | 2591 | 0.1% | |
| J | 1546 | < 0.1% | |
| U | 1114 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 3385494 | 17.2% | |
| r | 2064180 | 10.5% | |
| a | 1857764 | 9.4% | |
| i | 1740712 | 8.8% | |
| l | 1695737 | 8.6% | |
| n | 1489042 | 7.6% | |
| m | 1045719 | 5.3% | |
| t | 1009376 | 5.1% | |
| c | 916530 | 4.7% | |
| o | 857023 | 4.4% | |
| u | 669988 | 3.4% | |
| g | 514774 | 2.6% | |
| s | 424335 | 2.2% | |
| b | 420790 | 2.1% | |
| p | 344643 | 1.7% | |
| h | 285034 | 1.4% | |
| d | 264957 | 1.3% | |
| k | 205933 | 1.0% | |
| w | 153020 | 0.8% | |
| z | 98744 | 0.5% | |
| y | 80625 | 0.4% | |
| f | 55469 | 0.3% | |
| j | 30749 | 0.2% | |
| x | 27624 | 0.1% | |
| ä | 23523 | 0.1% | |
| Other values (4) | 38926 | 0.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3109205 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| / | 375648 | 99.4% | |
| & | 2358 | 0.6% |
Most frequent Open Punctuation characters
| Value | Count | Frequency (%) | |
| ( | 114726 | 100.0% |
Most frequent Close Punctuation characters
| Value | Count | Frequency (%) | |
| ) | 114726 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 12064 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 24624033 | 86.8% | |
| Common | 3728727 | 13.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 3385494 | 13.7% | |
| r | 2064180 | 8.4% | |
| a | 1857764 | 7.5% | |
| i | 1740712 | 7.1% | |
| l | 1695737 | 6.9% | |
| A | 1611741 | 6.5% | |
| n | 1489042 | 6.0% | |
| m | 1045719 | 4.2% | |
| t | 1009376 | 4.1% | |
| c | 916530 | 3.7% | |
| o | 857023 | 3.5% | |
| u | 669988 | 2.7% | |
| P | 630283 | 2.6% | |
| g | 514774 | 2.1% | |
| I | 464670 | 1.9% | |
| S | 444824 | 1.8% | |
| s | 424335 | 1.7% | |
| b | 420790 | 1.7% | |
| B | 385738 | 1.6% | |
| p | 344643 | 1.4% | |
| h | 285034 | 1.2% | |
| D | 268623 | 1.1% | |
| d | 264957 | 1.1% | |
| k | 205933 | 0.8% | |
| E | 176337 | 0.7% | |
| Other values (27) | 1449786 | 5.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3109205 | 83.4% | ||
| / | 375648 | 10.1% | |
| ( | 114726 | 3.1% | |
| ) | 114726 | 3.1% | |
| - | 12064 | 0.3% | |
| & | 2358 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 28311974 | 99.9% | |
| None | 40786 | 0.1% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 3385494 | 12.0% | |
| 3109205 | 11.0% | ||
| r | 2064180 | 7.3% | |
| a | 1857764 | 6.6% | |
| i | 1740712 | 6.1% | |
| l | 1695737 | 6.0% | |
| A | 1611741 | 5.7% | |
| n | 1489042 | 5.3% | |
| m | 1045719 | 3.7% | |
| t | 1009376 | 3.6% | |
| c | 916530 | 3.2% | |
| o | 857023 | 3.0% | |
| u | 669988 | 2.4% | |
| P | 630283 | 2.2% | |
| g | 514774 | 1.8% | |
| I | 464670 | 1.6% | |
| S | 444824 | 1.6% | |
| s | 424335 | 1.5% | |
| b | 420790 | 1.5% | |
| B | 385738 | 1.4% | |
| / | 375648 | 1.3% | |
| p | 344643 | 1.2% | |
| h | 285034 | 1.0% | |
| D | 268623 | 0.9% | |
| d | 264957 | 0.9% | |
| Other values (30) | 2035144 | 7.2% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| ä | 23523 | 57.7% | |
| è | 8821 | 21.6% | |
| ö | 8442 | 20.7% |
review_palate
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7437013665579655 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4.5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.6822183634 |
|---|---|
| Coefficient of variation (CV) | 0.1822309785 |
| Kurtosis | 1.303397287 |
| Mean | 3.743701367 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.8691499712 |
| Sum | 5939809 |
| Variance | 0.4654218953 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 606711 | 38.2% | |
| 3.5 | 338585 | 21.3% | |
| 4.5 | 253102 | 16.0% | |
| 3 | 206932 | 13.0% | |
| 2.5 | 62842 | 4.0% | |
| 5 | 62190 | 3.9% | |
| 2 | 38333 | 2.4% | |
| 1.5 | 11045 | 0.7% | |
| 1 | 6874 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 6874 | 0.4% | |
| 1.5 | 11045 | 0.7% | |
| 2 | 38333 | 2.4% | |
| 2.5 | 62842 | 4.0% | |
| 3 | 206932 | 13.0% | |
| 3.5 | 338585 | 21.3% | |
| 4 | 606711 | 38.2% | |
| 4.5 | 253102 | 16.0% | |
| 5 | 62190 | 3.9% |
| Value | Count | Frequency (%) | |
| 5 | 62190 | 3.9% | |
| 4.5 | 253102 | 16.0% | |
| 4 | 606711 | 38.2% | |
| 3.5 | 338585 | 21.3% | |
| 3 | 206932 | 13.0% | |
| 2.5 | 62842 | 4.0% | |
| 2 | 38333 | 2.4% | |
| 1.5 | 11045 | 0.7% | |
| 1 | 6874 | 0.4% |
review_taste
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.792860456292457 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4 |
| Q3 | 4.5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7319696099 |
|---|---|
| Coefficient of variation (CV) | 0.1929861692 |
| Kurtosis | 1.341669306 |
| Mean | 3.792860456 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.9734324438 |
| Sum | 6017805.5 |
| Variance | 0.5357795098 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 541429 | 34.1% | |
| 4.5 | 336162 | 21.2% | |
| 3.5 | 324541 | 20.5% | |
| 3 | 166860 | 10.5% | |
| 5 | 83977 | 5.3% | |
| 2.5 | 66534 | 4.2% | |
| 2 | 41992 | 2.6% | |
| 1.5 | 15128 | 1.0% | |
| 1 | 9991 | 0.6% |
| Value | Count | Frequency (%) | |
| 1 | 9991 | 0.6% | |
| 1.5 | 15128 | 1.0% | |
| 2 | 41992 | 2.6% | |
| 2.5 | 66534 | 4.2% | |
| 3 | 166860 | 10.5% | |
| 3.5 | 324541 | 20.5% | |
| 4 | 541429 | 34.1% | |
| 4.5 | 336162 | 21.2% | |
| 5 | 83977 | 5.3% |
| Value | Count | Frequency (%) | |
| 5 | 83977 | 5.3% | |
| 4.5 | 336162 | 21.2% | |
| 4 | 541429 | 34.1% | |
| 3.5 | 324541 | 20.5% | |
| 3 | 166860 | 10.5% | |
| 2.5 | 66534 | 4.2% | |
| 2 | 41992 | 2.6% | |
| 1.5 | 15128 | 1.0% | |
| 1 | 9991 | 0.6% |
| Distinct count | 56857 |
|---|---|
| Unique (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 MiB |
| 90 Minute IPA | 3290 |
|---|---|
| India Pale Ale | 3130 |
| Old Rasputin Russian Imperial Stout | 3111 |
| Sierra Nevada Celebration Ale | 3000 |
| Two Hearted Ale | 2728 |
| Other values (56852) |
| Value | Count | Frequency (%) | |
| 90 Minute IPA | 3290 | 0.2% | |
| India Pale Ale | 3130 | 0.2% | |
| Old Rasputin Russian Imperial Stout | 3111 | 0.2% | |
| Sierra Nevada Celebration Ale | 3000 | 0.2% | |
| Two Hearted Ale | 2728 | 0.2% | |
| Arrogant Bastard Ale | 2704 | 0.2% | |
| Stone Ruination IPA | 2704 | 0.2% | |
| Sierra Nevada Pale Ale | 2587 | 0.2% | |
| Stone IPA (India Pale Ale) | 2575 | 0.2% | |
| Pliny The Elder | 2527 | 0.2% | |
| Founders Breakfast Stout | 2502 | 0.2% | |
| Pale Ale | 2500 | 0.2% | |
| Sierra Nevada Bigfoot Barleywine Style Ale | 2492 | 0.2% | |
| La Fin Du Monde | 2483 | 0.2% | |
| 60 Minute IPA | 2475 | 0.2% | |
| Storm King Stout | 2452 | 0.2% | |
| Duvel | 2450 | 0.2% | |
| Brooklyn Black Chocolate Stout | 2447 | 0.2% | |
| Bell's Hopslam Ale | 2443 | 0.2% | |
| Samuel Adams Boston Lager | 2418 | 0.2% | |
| Stone Imperial Russian Stout | 2329 | 0.1% | |
| HopDevil Ale | 2302 | 0.1% | |
| Chocolate Stout | 2292 | 0.1% | |
| Imperial Stout | 2273 | 0.1% | |
| Young's Double Chocolate Stout | 2257 | 0.1% | |
| Other values (56832) | 1522143 | 95.9% |
Length
| Max length | 75 |
|---|---|
| Median length | 19 |
| Mean length | 20.45317513 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3545473 | 10.9% | ||
| e | 3527081 | 10.9% | |
| a | 2055389 | 6.3% | |
| r | 2035112 | 6.3% | |
| l | 1817251 | 5.6% | |
| o | 1602495 | 4.9% | |
| i | 1550559 | 4.8% | |
| t | 1540208 | 4.7% | |
| n | 1393651 | 4.3% | |
| s | 1087452 | 3.4% | |
| u | 892827 | 2.8% | |
| A | 771599 | 2.4% | |
| S | 663609 | 2.0% | |
| d | 656780 | 2.0% | |
| m | 598820 | 1.8% | |
| h | 579255 | 1.8% | |
| B | 568115 | 1.8% | |
| c | 512267 | 1.6% | |
| P | 469612 | 1.4% | |
| p | 465701 | 1.4% | |
| g | 434248 | 1.3% | |
| k | 392683 | 1.2% | |
| b | 347973 | 1.1% | |
| y | 330369 | 1.0% | |
| I | 292613 | 0.9% | |
| Other values (165) | 4320152 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 22576298 | 69.6% | |
| Uppercase Letter | 5373685 | 16.6% | |
| Space Separator | 3545492 | 10.9% | |
| Decimal Number | 337678 | 1.0% | |
| Other Punctuation | 294036 | 0.9% | |
| Close Punctuation | 111939 | 0.3% | |
| Open Punctuation | 111937 | 0.3% | |
| Dash Punctuation | 95525 | 0.3% | |
| Other Symbol | 2455 | < 0.1% | |
| Control | 959 | < 0.1% | |
| Math Symbol | 545 | < 0.1% | |
| Other Letter | 266 | < 0.1% | |
| Final Punctuation | 235 | < 0.1% | |
| Other Number | 174 | < 0.1% | |
| Currency Symbol | 44 | < 0.1% | |
| Modifier Symbol | 11 | < 0.1% | |
| Modifier Letter | 8 | < 0.1% | |
| Initial Punctuation | 6 | < 0.1% | |
| Format | 1 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 771599 | 14.4% | |
| S | 663609 | 12.3% | |
| B | 568115 | 10.6% | |
| P | 469612 | 8.7% | |
| I | 292613 | 5.4% | |
| D | 253528 | 4.7% | |
| H | 246781 | 4.6% | |
| C | 243799 | 4.5% | |
| W | 200696 | 3.7% | |
| L | 198630 | 3.7% | |
| R | 194597 | 3.6% | |
| T | 193540 | 3.6% | |
| O | 183733 | 3.4% | |
| M | 173028 | 3.2% | |
| F | 141195 | 2.6% | |
| G | 129952 | 2.4% | |
| E | 105001 | 2.0% | |
| N | 96574 | 1.8% | |
| K | 73455 | 1.4% | |
| J | 44627 | 0.8% | |
| V | 38707 | 0.7% | |
| U | 28180 | 0.5% | |
| Y | 23480 | 0.4% | |
| X | 18787 | 0.3% | |
| Q | 7491 | 0.1% | |
| Other values (25) | 12356 | 0.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 3527081 | 15.6% | |
| a | 2055389 | 9.1% | |
| r | 2035112 | 9.0% | |
| l | 1817251 | 8.0% | |
| o | 1602495 | 7.1% | |
| i | 1550559 | 6.9% | |
| t | 1540208 | 6.8% | |
| n | 1393651 | 6.2% | |
| s | 1087452 | 4.8% | |
| u | 892827 | 4.0% | |
| d | 656780 | 2.9% | |
| m | 598820 | 2.7% | |
| h | 579255 | 2.6% | |
| c | 512267 | 2.3% | |
| p | 465701 | 2.1% | |
| g | 434248 | 1.9% | |
| k | 392683 | 1.7% | |
| b | 347973 | 1.5% | |
| y | 330369 | 1.5% | |
| w | 178190 | 0.8% | |
| v | 177629 | 0.8% | |
| f | 173391 | 0.8% | |
| z | 78901 | 0.3% | |
| x | 43958 | 0.2% | |
| é | 19550 | 0.1% | |
| Other values (43) | 84558 | 0.4% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3545473 | > 99.9% | ||
| 19 | < 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 100405 | 29.7% | |
| 1 | 63830 | 18.9% | |
| 2 | 49056 | 14.5% | |
| 8 | 22544 | 6.7% | |
| 5 | 21438 | 6.3% | |
| 9 | 19902 | 5.9% | |
| 3 | 18320 | 5.4% | |
| 4 | 15604 | 4.6% | |
| 6 | 14188 | 4.2% | |
| 7 | 12391 | 3.7% |
Most frequent Open Punctuation characters
| Value | Count | Frequency (%) | |
| ( | 111407 | 99.5% | |
| [ | 530 | 0.5% |
Most frequent Close Punctuation characters
| Value | Count | Frequency (%) | |
| ) | 111409 | 99.5% | |
| ] | 530 | 0.5% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| ' | 171493 | 58.3% | |
| . | 63173 | 21.5% | |
| # | 14162 | 4.8% | |
| & | 12314 | 4.2% | |
| / | 11932 | 4.1% | |
| " | 6479 | 2.2% | |
| , | 4149 | 1.4% | |
| : | 3078 | 1.0% | |
| ! | 2870 | 1.0% | |
| % | 2537 | 0.9% | |
| * | 594 | 0.2% | |
| ? | 449 | 0.2% | |
| ; | 399 | 0.1% | |
| § | 384 | 0.1% | |
| ¿ | 23 | < 0.1% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 95519 | > 99.9% | |
| – | 6 | < 0.1% |
Most frequent Initial Punctuation characters
| Value | Count | Frequency (%) | |
| “ | 3 | 50.0% | |
| ‘ | 2 | 33.3% | |
| « | 1 | 16.7% |
Most frequent Other Symbol characters
| Value | Count | Frequency (%) | |
| ° | 2455 | 100.0% |
Most frequent Control characters
| Value | Count | Frequency (%) | |
| | 362 | 37.7% | |
| | 316 | 33.0% | |
| | 154 | 16.1% | |
| | 98 | 10.2% | |
| | 18 | 1.9% | |
| | 6 | 0.6% | |
| | 3 | 0.3% | |
| | 2 | 0.2% |
Most frequent Final Punctuation characters
| Value | Count | Frequency (%) | |
| ’ | 231 | 98.3% | |
| ” | 3 | 1.3% | |
| » | 1 | 0.4% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| + | 539 | 98.9% | |
| = | 4 | 0.7% | |
| ~ | 2 | 0.4% |
Most frequent Other Letter characters
| Value | Count | Frequency (%) | |
| 黑 | 229 | 86.1% | |
| º | 26 | 9.8% | |
| ビ | 2 | 0.8% | |
| 葉 | 1 | 0.4% | |
| 山 | 1 | 0.4% | |
| ル | 1 | 0.4% | |
| 横 | 1 | 0.4% | |
| 須 | 1 | 0.4% | |
| 賀 | 1 | 0.4% | |
| ア | 1 | 0.4% | |
| サ | 1 | 0.4% | |
| ケ | 1 | 0.4% |
Most frequent Modifier Symbol characters
| Value | Count | Frequency (%) | |
| ´ | 10 | 90.9% | |
| ^ | 1 | 9.1% |
Most frequent Other Number characters
| Value | Count | Frequency (%) | |
| ³ | 138 | 79.3% | |
| ½ | 35 | 20.1% | |
| ² | 1 | 0.6% |
Most frequent Modifier Letter characters
| Value | Count | Frequency (%) | |
| ʼ | 7 | 87.5% | |
| ー | 1 | 12.5% |
Most frequent Currency Symbol characters
| Value | Count | Frequency (%) | |
| $ | 44 | 100.0% |
Most frequent Format characters
| Value | Count | Frequency (%) | |
| | 1 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 27950006 | 86.1% | |
| Common | 4501045 | 13.9% | |
| Han | 234 | < 0.1% | |
| Katakana | 6 | < 0.1% | |
| Greek | 3 | < 0.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 3527081 | 12.6% | |
| a | 2055389 | 7.4% | |
| r | 2035112 | 7.3% | |
| l | 1817251 | 6.5% | |
| o | 1602495 | 5.7% | |
| i | 1550559 | 5.5% | |
| t | 1540208 | 5.5% | |
| n | 1393651 | 5.0% | |
| s | 1087452 | 3.9% | |
| u | 892827 | 3.2% | |
| A | 771599 | 2.8% | |
| S | 663609 | 2.4% | |
| d | 656780 | 2.3% | |
| m | 598820 | 2.1% | |
| h | 579255 | 2.1% | |
| B | 568115 | 2.0% | |
| c | 512267 | 1.8% | |
| P | 469612 | 1.7% | |
| p | 465701 | 1.7% | |
| g | 434248 | 1.6% | |
| k | 392683 | 1.4% | |
| b | 347973 | 1.2% | |
| y | 330369 | 1.2% | |
| I | 292613 | 1.0% | |
| D | 253528 | 0.9% | |
| Other values (93) | 3110809 | 11.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3545473 | 78.8% | ||
| ' | 171493 | 3.8% | |
| ) | 111409 | 2.5% | |
| ( | 111407 | 2.5% | |
| 0 | 100405 | 2.2% | |
| - | 95519 | 2.1% | |
| 1 | 63830 | 1.4% | |
| . | 63173 | 1.4% | |
| 2 | 49056 | 1.1% | |
| 8 | 22544 | 0.5% | |
| 5 | 21438 | 0.5% | |
| 9 | 19902 | 0.4% | |
| 3 | 18320 | 0.4% | |
| 4 | 15604 | 0.3% | |
| 6 | 14188 | 0.3% | |
| # | 14162 | 0.3% | |
| 7 | 12391 | 0.3% | |
| & | 12314 | 0.3% | |
| / | 11932 | 0.3% | |
| " | 6479 | 0.1% | |
| , | 4149 | 0.1% | |
| : | 3078 | 0.1% | |
| ! | 2870 | 0.1% | |
| % | 2537 | 0.1% | |
| ° | 2455 | 0.1% | |
| Other values (35) | 4917 | 0.1% |
Most frequent Han characters
| Value | Count | Frequency (%) | |
| 黑 | 229 | 97.9% | |
| 葉 | 1 | 0.4% | |
| 山 | 1 | 0.4% | |
| 横 | 1 | 0.4% | |
| 須 | 1 | 0.4% | |
| 賀 | 1 | 0.4% |
Most frequent Katakana characters
| Value | Count | Frequency (%) | |
| ビ | 2 | 33.3% | |
| ル | 1 | 16.7% | |
| ア | 1 | 16.7% | |
| サ | 1 | 16.7% | |
| ケ | 1 | 16.7% |
Most frequent Greek characters
| Value | Count | Frequency (%) | |
| Ω | 3 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 32366038 | 99.7% | |
| None | 84762 | 0.3% | |
| Punctuation | 246 | < 0.1% | |
| CJK | 234 | < 0.1% | |
| Katakana | 7 | < 0.1% | |
| Modifier Letters | 7 | < 0.1% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3545473 | 11.0% | ||
| e | 3527081 | 10.9% | |
| a | 2055389 | 6.4% | |
| r | 2035112 | 6.3% | |
| l | 1817251 | 5.6% | |
| o | 1602495 | 5.0% | |
| i | 1550559 | 4.8% | |
| t | 1540208 | 4.8% | |
| n | 1393651 | 4.3% | |
| s | 1087452 | 3.4% | |
| u | 892827 | 2.8% | |
| A | 771599 | 2.4% | |
| S | 663609 | 2.1% | |
| d | 656780 | 2.0% | |
| m | 598820 | 1.9% | |
| h | 579255 | 1.8% | |
| B | 568115 | 1.8% | |
| c | 512267 | 1.6% | |
| P | 469612 | 1.5% | |
| p | 465701 | 1.4% | |
| g | 434248 | 1.3% | |
| k | 392683 | 1.2% | |
| b | 347973 | 1.1% | |
| y | 330369 | 1.0% | |
| I | 292613 | 0.9% | |
| Other values (61) | 4234896 | 13.1% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| é | 19550 | 23.1% | |
| ö | 14822 | 17.5% | |
| ä | 11881 | 14.0% | |
| è | 7519 | 8.9% | |
| ü | 6147 | 7.3% | |
| ë | 3216 | 3.8% | |
| ô | 3055 | 3.6% | |
| ° | 2455 | 2.9% | |
| É | 2306 | 2.7% | |
| ê | 1870 | 2.2% | |
| Ü | 1409 | 1.7% | |
| ø | 1218 | 1.4% | |
| á | 1179 | 1.4% | |
| å | 814 | 1.0% | |
| í | 809 | 1.0% | |
| Ø | 786 | 0.9% | |
| æ | 602 | 0.7% | |
| ó | 437 | 0.5% | |
| š | 421 | 0.5% | |
| § | 384 | 0.5% | |
| | 362 | 0.4% | |
| ã | 330 | 0.4% | |
| | 316 | 0.4% | |
| ý | 301 | 0.4% | |
| Ô | 216 | 0.3% | |
| Other values (60) | 2357 | 2.8% |
Most frequent Punctuation characters
| Value | Count | Frequency (%) | |
| ’ | 231 | 93.9% | |
| – | 6 | 2.4% | |
| “ | 3 | 1.2% | |
| ” | 3 | 1.2% | |
| ‘ | 2 | 0.8% | |
| | 1 | 0.4% |
Most frequent CJK characters
| Value | Count | Frequency (%) | |
| 黑 | 229 | 97.9% | |
| 葉 | 1 | 0.4% | |
| 山 | 1 | 0.4% | |
| 横 | 1 | 0.4% | |
| 須 | 1 | 0.4% | |
| 賀 | 1 | 0.4% |
Most frequent Katakana characters
| Value | Count | Frequency (%) | |
| ビ | 2 | 28.6% | |
| ー | 1 | 14.3% | |
| ル | 1 | 14.3% | |
| ア | 1 | 14.3% | |
| サ | 1 | 14.3% | |
| ケ | 1 | 14.3% |
Most frequent Modifier Letters characters
| Value | Count | Frequency (%) | |
| ʼ | 7 | 100.0% |
| Distinct count | 530 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 67785 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0423867532158 |
|---|---|
| Minimum | 0.01 |
| Maximum | 57.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 4.5 |
| Q1 | 5.2 |
| median | 6.5 |
| Q3 | 8.5 |
| 95-th percentile | 11 |
| Maximum | 57.7 |
| Range | 57.69 |
| Interquartile range (IQR) | 3.3 |
Descriptive statistics
| Standard deviation | 2.322525993 |
|---|---|
| Coefficient of variation (CV) | 0.3297924516 |
| Kurtosis | 6.961811545 |
| Mean | 7.042386753 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 1.543406148 |
| Sum | 10696181.23 |
| Variance | 5.394126987 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 109144 | 6.9% | |
| 8 | 67744 | 4.3% | |
| 6 | 65383 | 4.1% | |
| 7 | 59460 | 3.7% | |
| 9 | 59183 | 3.7% | |
| 5.5 | 59010 | 3.7% | |
| 10 | 54780 | 3.5% | |
| 6.5 | 48369 | 3.0% | |
| 5.2 | 43268 | 2.7% | |
| 7.5 | 39978 | 2.5% | |
| 8.5 | 38474 | 2.4% | |
| 5.4 | 33123 | 2.1% | |
| 4.9 | 30914 | 1.9% | |
| 9.5 | 29999 | 1.9% | |
| 4.5 | 29358 | 1.9% | |
| 5.3 | 29085 | 1.8% | |
| 5.6 | 28913 | 1.8% | |
| 5.8 | 28571 | 1.8% | |
| 4.8 | 27097 | 1.7% | |
| 5.1 | 25122 | 1.6% | |
| 6.2 | 23587 | 1.5% | |
| 7.2 | 23540 | 1.5% | |
| 5.9 | 23232 | 1.5% | |
| 11 | 23191 | 1.5% | |
| 10.5 | 21128 | 1.3% | |
| Other values (505) | 497176 | 31.3% | |
| (Missing) | 67785 | 4.3% |
| Value | Count | Frequency (%) | |
| 0.01 | 5 | < 0.1% | |
| 0.05 | 17 | < 0.1% | |
| 0.08 | 1 | < 0.1% | |
| 0.1 | 11 | < 0.1% | |
| 0.25 | 3 | < 0.1% | |
| 0.3 | 78 | < 0.1% | |
| 0.4 | 74 | < 0.1% | |
| 0.45 | 55 | < 0.1% | |
| 0.5 | 779 | < 0.1% | |
| 0.7 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 57.7 | 1 | < 0.1% | |
| 43 | 2 | < 0.1% | |
| 41 | 76 | < 0.1% | |
| 39.44 | 3 | < 0.1% | |
| 39 | 7 | < 0.1% | |
| 32 | 88 | < 0.1% | |
| 30.86 | 1 | < 0.1% | |
| 29 | 16 | < 0.1% | |
| 28 | 3 | < 0.1% | |
| 27 | 355 | < 0.1% |
beer_beerid
Real number (ℝ≥0)
| Distinct count | 66055 |
|---|---|
| Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21712.79427888573 |
|---|---|
| Minimum | 3 |
| Maximum | 77317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.1 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 213 |
| Q1 | 1717 |
| median | 13906 |
| Q3 | 39441 |
| 95-th percentile | 62653 |
| Maximum | 77317 |
| Range | 77314 |
| Interquartile range (IQR) | 37724 |
Descriptive statistics
| Standard deviation | 21818.336 |
|---|---|
| Coefficient of variation (CV) | 1.004860808 |
| Kurtosis | -0.8339342225 |
| Mean | 21712.79428 |
| Median Absolute Deviation (MAD) | 13217 |
| Skewness | 0.6893969312 |
| Sum | 3.444982338e+10 |
| Variance | 476039785.7 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2093 | 3290 | 0.2% | |
| 412 | 3111 | 0.2% | |
| 1904 | 3000 | 0.2% | |
| 1093 | 2728 | 0.2% | |
| 92 | 2704 | 0.2% | |
| 4083 | 2704 | 0.2% | |
| 276 | 2587 | 0.2% | |
| 88 | 2575 | 0.2% | |
| 7971 | 2527 | 0.2% | |
| 11757 | 2502 | 0.2% | |
| 2671 | 2492 | 0.2% | |
| 34 | 2483 | 0.2% | |
| 6108 | 2475 | 0.2% | |
| 1013 | 2452 | 0.2% | |
| 695 | 2450 | 0.2% | |
| 680 | 2447 | 0.2% | |
| 17112 | 2443 | 0.2% | |
| 104 | 2418 | 0.2% | |
| 1160 | 2329 | 0.1% | |
| 1005 | 2302 | 0.1% | |
| 73 | 2257 | 0.1% | |
| 355 | 2234 | 0.1% | |
| 1708 | 2217 | 0.1% | |
| 754 | 2210 | 0.1% | |
| 645 | 2170 | 0.1% | |
| Other values (66030) | 1523507 | 96.0% |
| Value | Count | Frequency (%) | |
| 3 | 3 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 5 | 424 | < 0.1% | |
| 6 | 877 | 0.1% | |
| 7 | 659 | < 0.1% | |
| 8 | 68 | < 0.1% | |
| 9 | 116 | < 0.1% | |
| 10 | 717 | < 0.1% | |
| 11 | 85 | < 0.1% | |
| 12 | 86 | < 0.1% |
| Value | Count | Frequency (%) | |
| 77317 | 1 | < 0.1% | |
| 77316 | 1 | < 0.1% | |
| 77315 | 1 | < 0.1% | |
| 77314 | 1 | < 0.1% | |
| 77313 | 1 | < 0.1% | |
| 77312 | 1 | < 0.1% | |
| 77310 | 1 | < 0.1% | |
| 77309 | 1 | < 0.1% | |
| 77308 | 1 | < 0.1% | |
| 77307 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| brewery_id | brewery_name | review_time | review_overall | review_aroma | review_appearance | review_profilename | beer_style | review_palate | review_taste | beer_name | beer_abv | beer_beerid | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10325 | Vecchio Birraio | 1234817823 | 1.5 | 2.0 | 2.5 | stcules | Hefeweizen | 1.5 | 1.5 | Sausa Weizen | 5.0 | 47986 |
| 1 | 10325 | Vecchio Birraio | 1235915097 | 3.0 | 2.5 | 3.0 | stcules | English Strong Ale | 3.0 | 3.0 | Red Moon | 6.2 | 48213 |
| 2 | 10325 | Vecchio Birraio | 1235916604 | 3.0 | 2.5 | 3.0 | stcules | Foreign / Export Stout | 3.0 | 3.0 | Black Horse Black Beer | 6.5 | 48215 |
| 3 | 10325 | Vecchio Birraio | 1234725145 | 3.0 | 3.0 | 3.5 | stcules | German Pilsener | 2.5 | 3.0 | Sausa Pils | 5.0 | 47969 |
| 4 | 1075 | Caldera Brewing Company | 1293735206 | 4.0 | 4.5 | 4.0 | johnmichaelsen | American Double / Imperial IPA | 4.0 | 4.5 | Cauldron DIPA | 7.7 | 64883 |
| 5 | 1075 | Caldera Brewing Company | 1325524659 | 3.0 | 3.5 | 3.5 | oline73 | Herbed / Spiced Beer | 3.0 | 3.5 | Caldera Ginger Beer | 4.7 | 52159 |
| 6 | 1075 | Caldera Brewing Company | 1318991115 | 3.5 | 3.5 | 3.5 | Reidrover | Herbed / Spiced Beer | 4.0 | 4.0 | Caldera Ginger Beer | 4.7 | 52159 |
| 7 | 1075 | Caldera Brewing Company | 1306276018 | 3.0 | 2.5 | 3.5 | alpinebryant | Herbed / Spiced Beer | 2.0 | 3.5 | Caldera Ginger Beer | 4.7 | 52159 |
| 8 | 1075 | Caldera Brewing Company | 1290454503 | 4.0 | 3.0 | 3.5 | LordAdmNelson | Herbed / Spiced Beer | 3.5 | 4.0 | Caldera Ginger Beer | 4.7 | 52159 |
| 9 | 1075 | Caldera Brewing Company | 1285632924 | 4.5 | 3.5 | 5.0 | augustgarage | Herbed / Spiced Beer | 4.0 | 4.0 | Caldera Ginger Beer | 4.7 | 52159 |
Last rows
| brewery_id | brewery_name | review_time | review_overall | review_aroma | review_appearance | review_profilename | beer_style | review_palate | review_taste | beer_name | beer_abv | beer_beerid | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1586604 | 14359 | The Defiant Brewing Company | 1288890206 | 4.0 | 4.5 | 4.5 | njmoons | Pumpkin Ale | 3.5 | 3.5 | The Horseman's Ale | 5.2 | 33061 |
| 1586605 | 14359 | The Defiant Brewing Company | 1163291143 | 5.0 | 5.0 | 5.0 | NyackNicky | Pumpkin Ale | 5.0 | 5.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586606 | 14359 | The Defiant Brewing Company | 1162871808 | 5.0 | 4.5 | 4.0 | blitheringidiot | Pumpkin Ale | 5.0 | 5.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586607 | 14359 | The Defiant Brewing Company | 1162865640 | 5.0 | 5.0 | 4.5 | PopeDX | Pumpkin Ale | 5.0 | 4.5 | The Horseman's Ale | 5.2 | 33061 |
| 1586608 | 14359 | The Defiant Brewing Company | 1162685856 | 3.5 | 4.0 | 4.0 | treehugger02010 | Pumpkin Ale | 3.5 | 3.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586609 | 14359 | The Defiant Brewing Company | 1162684892 | 5.0 | 4.0 | 3.5 | maddogruss | Pumpkin Ale | 4.0 | 4.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586610 | 14359 | The Defiant Brewing Company | 1161048566 | 4.0 | 5.0 | 2.5 | yelterdow | Pumpkin Ale | 2.0 | 4.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586611 | 14359 | The Defiant Brewing Company | 1160702513 | 4.5 | 3.5 | 3.0 | TongoRad | Pumpkin Ale | 3.5 | 4.0 | The Horseman's Ale | 5.2 | 33061 |
| 1586612 | 14359 | The Defiant Brewing Company | 1160023044 | 4.0 | 4.5 | 4.5 | dherling | Pumpkin Ale | 4.5 | 4.5 | The Horseman's Ale | 5.2 | 33061 |
| 1586613 | 14359 | The Defiant Brewing Company | 1160005319 | 5.0 | 4.5 | 4.5 | cbl2 | Pumpkin Ale | 4.5 | 4.5 | The Horseman's Ale | 5.2 | 33061 |